{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow-gpu==2.2.0\n",
      "  Using cached tensorflow_gpu-2.2.0-cp37-cp37m-manylinux2010_x86_64.whl (516.2 MB)\n",
      "Requirement already satisfied: six>=1.12.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.15.0)\n",
      "Requirement already satisfied: astunparse==1.6.3 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.6.3)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.0)\n",
      "Collecting tensorflow-estimator<2.3.0,>=2.2.0\n",
      "  Using cached tensorflow_estimator-2.2.0-py2.py3-none-any.whl (454 kB)\n",
      "Collecting tensorboard<2.3.0,>=2.2.0\n",
      "  Using cached tensorboard-2.2.2-py3-none-any.whl (3.0 MB)\n",
      "Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.34.2)\n",
      "Requirement already satisfied: google-pasta>=0.1.8 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.2.0)\n",
      "Requirement already satisfied: wrapt>=1.11.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.12.1)\n",
      "Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (2.10.0)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.1.2)\n",
      "Requirement already satisfied: protobuf>=3.8.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.12.2)\n",
      "Requirement already satisfied: numpy<2.0,>=1.16.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.18.5)\n",
      "Requirement already satisfied: absl-py>=0.7.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.9.0)\n",
      "Requirement already satisfied: grpcio>=1.8.6 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.30.0)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (3.3.0)\n",
      "Requirement already satisfied: gast==0.3.3 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (0.3.3)\n",
      "Requirement already satisfied: scipy==1.4.1; python_version >= \"3\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorflow-gpu==2.2.0) (1.4.1)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.24.0)\n",
      "Requirement already satisfied: setuptools>=41.0.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (49.2.0.post20200714)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.0.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.2.2)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: google-auth<2,>=1.6.3 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.20.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2020.6.20)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (2.10)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.25.10)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.3.0)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (1.7.0)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.2.8)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.5\" in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.6)\n",
      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (4.1.1)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n",
      "Requirement already satisfied: zipp>=0.5 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (3.1.0)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow-gpu==2.2.0) (0.4.8)\n",
      "\u001b[31mERROR: tensorflowtts 0.0 has requirement tensorflow-gpu==2.3.0, but you'll have tensorflow-gpu 2.2.0 which is incompatible.\u001b[0m\n",
      "Installing collected packages: tensorflow-estimator, tensorboard, tensorflow-gpu\n",
      "  Attempting uninstall: tensorflow-estimator\n",
      "    Found existing installation: tensorflow-estimator 2.3.0\n",
      "    Uninstalling tensorflow-estimator-2.3.0:\n",
      "      Successfully uninstalled tensorflow-estimator-2.3.0\n",
      "  Attempting uninstall: tensorboard\n",
      "    Found existing installation: tensorboard 2.3.0\n",
      "    Uninstalling tensorboard-2.3.0:\n",
      "      Successfully uninstalled tensorboard-2.3.0\n",
      "  Attempting uninstall: tensorflow-gpu\n",
      "    Found existing installation: tensorflow-gpu 2.3.0\n",
      "    Uninstalling tensorflow-gpu-2.3.0:\n",
      "      Successfully uninstalled tensorflow-gpu-2.3.0\n",
      "Successfully installed tensorboard-2.2.2 tensorflow-estimator-2.2.0 tensorflow-gpu-2.2.0\n"
     ]
    }
   ],
   "source": [
    "## tensorflow-gpu==2.3.0rc1 bug to load_weight after call inference\n",
    "!pip install tensorflow-gpu==2.2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.inference import AutoConfig\n",
    "from tensorflow_tts.inference import TFAutoModel\n",
    "from tensorflow_tts.inference import AutoProcessor\n",
    "\n",
    "import IPython.display as ipd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"../tensorflow_tts/processor/pretrained/ljspeech_mapper.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = AutoConfig.from_pretrained(\"../examples/tacotron2/conf/tacotron2.v1.yaml\")\n",
    "tacotron2 = TFAutoModel.from_pretrained(\n",
    "    config=config, \n",
    "    pretrained_path=None,\n",
    "    is_build=False, # don't build model if you want to save it to pb. (TF related bug)\n",
    "    name=\"tacotron2\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.setup_window(win_front=6, win_back=6)\n",
    "tacotron2.setup_maximum_iterations(3000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        input_lengths=tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.load_weights(\"../examples/tacotron2/checkpoints/tacotron2.v1-120K.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.tacotron2.TFTacotron2 object at 0x7f29285aa810>, because it is not built.\n",
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.tacotron2.TFTacotronLocationSensitiveAttention object at 0x7f2928514e90>, because it is not built.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/ops/resource_variable_ops.py:1817: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(tacotron2, \"./test_saved\", signatures=tacotron2.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_28795) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_10563) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_28335) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_18047) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_17351) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_28565) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_28450) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_28220) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_17815) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_28910) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_29140) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_11027) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_10795) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_10331) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_29025) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_11259) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_28680) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_17583) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_29255) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_17119) with ops with custom gradients. Will likely fail if a gradient is requested.\n"
     ]
    }
   ],
   "source": [
    "tacotron2 = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"Unless you work on a ship, it's unlikely that you use the word boatswain in everyday conversation, so it's understandably a tricky one. The word - which refers to a petty officer in charge of hull maintenance is not pronounced boats-wain Rather, it's bo-sun to reflect the salty pronunciation of sailors, as The Free Dictionary explains.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
